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Why EngageIQ has two distinct user types - students and teachers - with different permissions, different dashboards, and different data access. A teacher can see class-level analytics but not individual ...
infra
m1

Catalog ID (existing) sdcdc:B-BAMT77-20260529-18 Dataset identifier data-catalogB-BAMT77-20260529-18 Dataset title (optional) hello Dataset description (optional) No response Dataset use case (optional) ...
catalog-edit-dataset
catalog-intake

Why The webcam runs in the browser. The CV pipeline runs on the backend. WebSocket is the bridge between them. Unlike HTTP requests (which require a new connection for each frame), WebSocket maintains ...
infra
m1

Why Every CV module in EngageIQ starts with a webcam frame. Face detection needs frames. Drowsiness detection needs frames. Expression classification needs frames. If the frame capture pipeline is unreliable ...
cv
infra
m1

Why The database schema defines every data relationship in EngageIQ. Users enroll in courses. Courses have sessions. Sessions generate engagement logs. Engagement triggers nudges. Analytics produce reports. ...
infra
m1

Start: 2026-06-08 17:24 UTC Lane: Lane 11 -- Phase 2 fixdep dual-implementation. Bounded objective: add a non-overlapping target-slash public-entry proof for scripts/zigux/fixdep.zig, validating that ...

Why Without automated CI, broken code slips into dev unnoticed. A contributor pushes code with a syntax error, another contributor pulls it, and now two people are debugging instead of building. CI catches ...
infra
m1

Why Before anyone writes a single line of detection code, the project needs a clean, consistent structure that every contributor can clone and immediately start working in. Without this, four people will ...
infra
m1

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ProTip! Restrict your search to the title by using the in:title qualifier.